Ukraine's new government appeared to lose control over the restive territory of Crimea on Friday after heavily equipped gunmen—possibly Russian soldiers—surrounded its two main airports and armed checkpoints were established on key roads.

Officials in the West reacted with alarm, with German Chancellor Angela Merkel, British Prime Minister David Cameron and others working the phones to Moscow. President Barack Obama publicly told the...